• Working with AI

    Research on the impact of AI on the workforce & methods for working with AI

    Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker...

    Working paper to examine the performance implications of AI on realistic, complex, and knowledge-intensive tasks.

     

    Author(s): Fabrizio Dell'Acqua, Saran Rajendran, Edward McFowland III, Lisa Krayer,Ethan Mollick, François Candelon,

    Hila Lifshitz-Assaf, Karim R. Lakhani, Katherine C. Kellogg

    Assigning AI: Seven Approaches for Students, with Prompts

    This working paper explores seven approaches for utilizing AI in classrooms: AI-tutor, AI-coach, AI-mentor, AI-teammate, AI-tool, AI-simulator, and AI-student.

     

    Author(s): Mollick, Ethan R. and Mollick, Lilach

    A Roadmap to AI

    This article introduces a 10 step roadmap to transformation with AI. From strategy to evaluation, it provides a comprehensive guide to follow.

     

    Author(s): Stephen Treacy

    Case Volkswagen Passenger Cars - Upskilling Strategy for Employees

    An article in the book Artificial Intelligence Education in the Context of Work. This chapter focuses on a case study with Volkswagen Passenger Cars. (Unfortunately open source is not available)

     

    Author(s): Judith Spirgi, Andreas Meier

    TruthfulQA

    This study proposes a benchmark to measure whether

    a language model is truthful in generating answers to questions and tests different models.

     

    Author(s): Stephanie Lin, Jacob Hilton, Owain Evans

    GPTs are GPTs

    This study explores the potential impact of large language models on the U.S. labor market. It revealsthat around 80% of the workforce could have at least 10% of their tasks affected.

     

    Author(s): Tyna Eloundou, Sam Manning, Pamela Mishkin, Daniel Rock

    Generative AI at Work

    This study followed over 5,000 customer support agents at a Fortune 500 company for a year, using AI tools to aid their work. The outcome? An average productivity increase of 14%.

     

    Author(s): Erik Brynjolfsson, Danielle Li, Lindsey R. Raymond

    The Future of Jobs Report

    This report explores how jobs and skills will evolve over the next five years.

     

    Author(s): World Economic Forum

    Impact of AI on the Workplace

    An OECD paper analyzing case studies on the workplace impacts of AI. This found that 40% of companies reported skill requirement changes after introducing AI.

     

    Author(s): OECD

  • ChatGPT & LLM Prompting Techniques

    Research on various ChatGPT and large language model prompting techniques & methods

    LLMs Understand and Can Be Enhanced by Emotional Stimuli

    This paper highlights how different large language models like ChatGPT respond to emotional based prompts.

     

    Author(s): Cheng Li, Jindong Wang, Yixuan Zhang, Kaijie Zhu, Wenxin Hou, Jianxun Lian, Fang Luo, Qiang Yang, Xing Xie

    Unleashing Cognitive Synergy in LLMs : A Task-Solving Agent through Multi-Persona Self-Collaboration

    Go beyond assigning a role. This paper presents a new method of prompt engineering that instructs the LLM to use multiple personas and have them collaborate

     

    Author(s): Zhenhailong Wang, Shaoguang Mao, Wenshan Wu, Tao Ge, Furu Wei, Heng Ji

    The Bold Promise Of Mega-Personas As A New Shake-Up For Prompt Engineering Generative AI Techniques

    This Forbes article presents a new technique for prompting: Mega-Persona where ChatGPT can take on 100s or even 1000s of personas at once.

     

    Author(s): Lance Eliot

    From Sparse to Dense: GPT-4 Summarization w/Chain of Density Prompting

    This paper highlights a new prompting technique to create detailed and entity-centric summaries.

     

    Author(s): Griffin Adams, Alexander Fabbri, Faisal Ladhak, Eric Lehman, Noémie Elhadad

    Prompt Reframing

    This study looks at successful prompt instructions ad reframing techniques used to increase effectiveness and improve AI outputs.

     

    Author(s): Swaroop Mishra, Daniel Khashabi, Chitta Baral, Yejin Choi, Hannaneh Hajishirzi

    TruthfulQA

    This study proposes a benchmark to measure whether

    a language model is truthful in generating answers to questions and tests different models.

     

    Author(s): Stephanie Lin, Jacob Hilton, Owain Evans

    Zero-shot Temporal Relation Extraction

    This study looked at ChatGPT’s ability on zero-shot temporal relation extraction. It looked at three different prompt techniques to evaluate outputs.

     

    Author(s): Chenhan Yuan, Qianqian Xie, Sophia Ananiadou

    Extractive Summarization

    This paper highlights a thorough evaluation of ChatGPT’s performance on extractive summarization and compares it with traditional fine-tuning methods

     

    Author(s): Haopeng Zhang, Xiao Liu, Jiawei Zhang

  • Large Language Model Workforce Impact

    How will AI reshape the future of your job or workplace? As large language models (LLMs) like ChatGPT revolutionize different industries, many are curious about how our work landscape will evolve. A recent study revealed that 80% of workers may experience a shift in at least 10% of their tasks due to GPTs. Even more intriguing, 19% could see a staggering 50% of their tasks transformed.

    LLM workforce impact

    3 Ways AI Impacts Job Skill Requirements

     

    Did you know that 40% of companies reported skill requirement changes after introducing AI in the workplace? The OECD recently published a paper analyzing nearly 100 case studies on the workplace impacts of AI technologies. These are 3 key areas they identified where AI is transforming job skill requirements.

    AI Impact on job skill requirements

    Critical Thinking Skills in an AI-Driven Future

     

    Is AI making us lazy or too reliant on technology? Contrary to popular belief, AI actually seems to emphasize the need for critical thinking. A recent study, "GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models," found that critical thinking is among the least exposed skills to AI. AI also brings new critical thinking needs like evaluating accuracy and potential bias in AI-generated content.

    Critical thinking skills
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